关于举行Mikhail Zheludkevich教授、郝湘平讲师学术报告的通知
报告题目1:Active learning approach towards discovery of new efficient corrosion modulators
报 告 人:Prof. Mikhail Zheludkevich(Institute of Surface Science at Helmholtz-Zentrum Hereon)
邀 请 人:李宁 教授
报告时间:2023年11月11日(周六)下午16:00-18:00
报告地点:北区发光材料与器件国家重点实验室402会议室
报告摘要:
Selecting effective corrosion inhibitors from the vast chemical space is not a trivial task, as it is essentially infinite. Fortunately, machine learning techniques have shown great potential in generating shortlists of inhibitor candidates prior to deeper experimental testing. This work showcases the promise of computer-assisted methods for rapidly and efficiently screen large numbers of organic compounds as potential corrosion modulators for light Mg and Al alloys. Two data-driven quantitative structure-property relationship (QSPR) machine learning models were trained and used for in silico searches. Statistical methods were applied to select the most relevant features to the target property for support vector regression and kernel ridge regression models, respectively, to predict the behavior of untested compounds. The performance of the two supervised learning approaches were compared and the robustness of the data-driven models were assessed by experimental blind testing.
The active learning approach was implemented in order to improve the quality of prediction via inclusion of the experimental results of the newly predicted modulators into extended training data sets. The applicability of the suggested models for both selection of corrosion inhibitors and electrolyte additives for primary Mg-batteries has been demonstrated.
个人简介:
Prof. Mikhail Zheludkevich is currently Director of Institute of Surface Science at Helmholtz-Zentrum Hereon, Germany. He is also a full professor at University of Kiel. His research interests are focused on multi-functional surfaces and active protection of light materials and multi-material systems.
Published about 350 SCI papers. H-index – 76, above 23500 citations (Google Scholar 10.2023); Above 60 plenary, invited, and key-note talks including those at leading international conferences.
He is chairman of Aerospace Working Party at European Federation of Corrosion and received Tajima price of International Society of Electrochemistry in 2016.
报告题目2:杀菌协同抗生物黏附涂层构筑
报 告 人:郝湘平,北京科技大学讲师
邀 请 人:李宁 教授
报告时间:2023年11月11日(周六)下午16:00-18:00
报告地点:北区发光材料与器件国家重点实验室402会议室
报告摘要:
海洋生物污损作为全球性问题,对海上钻井平台、海洋中行驶的船舶等均会造成十分严重的影响。本次报告针对海洋环境中微生物新陈代谢特点和对环境的影响规律,设计开发具有环境响应功能的微纳米胶囊,实现环境友好型杀菌成分按需释放。在此基础上,引入D氨基酸抗生物黏附材料,实现环境响应抑菌协同抗生物黏附材料的设计与开发。
个人简介:
郝湘平,北京科技大学讲师。2020年毕业于中国海洋大学化学化工学院,2018年9月至2019年9月赴加拿大卡尔加里大学Frank. Cheng教授课题组作学术访问。本人长期从事抗菌智能涂层开发与海洋腐蚀防护领域的研究,共计发表SCI论文32篇(高被引2篇),其中以第一作者和通讯作者身份在Chemical Engineering Journal、Corrosion Science、Materials Science & Engineering C等SCI期刊上发表论文17篇,申请国家发明专利多项(授权5项)。主持国家自然科学基金青年基金、中国博士后科学基金等项目6项,参与国家重点研发计划、国家自然科学基金委联合基金等纵向项目8项。研究成果获得中国腐蚀与防护学会科学技术奖一等奖(2023年)。